opengear-project / GEARLinks
GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM
☆165Updated last year
Alternatives and similar repositories for GEAR
Users that are interested in GEAR are comparing it to the libraries listed below
Sorting:
- ☆139Updated 6 months ago
- 16-fold memory access reduction with nearly no loss☆104Updated 4 months ago
- ☆273Updated last month
- [ICLR2025] Breaking Throughput-Latency Trade-off for Long Sequences with Speculative Decoding☆124Updated 8 months ago
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆314Updated 7 months ago
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆130Updated 6 months ago
- [NeurIPS 2024] The official implementation of "Kangaroo: Lossless Self-Speculative Decoding for Accelerating LLMs via Double Early Exitin…☆59Updated last year
- Code for paper: [ICLR2025 Oral] FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference☆133Updated 3 months ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆319Updated last year
- Boosting 4-bit inference kernels with 2:4 Sparsity☆80Updated 11 months ago
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆321Updated last month
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆372Updated last year
- ☆54Updated last year
- Ouroboros: Speculative Decoding with Large Model Enhanced Drafting (EMNLP 2024 main)☆109Updated 5 months ago
- ☆123Updated 2 months ago
- KV cache compression for high-throughput LLM inference☆134Updated 6 months ago
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆75Updated 10 months ago
- QAQ: Quality Adaptive Quantization for LLM KV Cache☆52Updated last year
- The official implementation of the paper "Towards Efficient Mixture of Experts: A Holistic Study of Compression Techniques (TMLR)".☆72Updated 5 months ago
- PyTorch bindings for CUTLASS grouped GEMM.☆109Updated 2 months ago
- Official repository for DistFlashAttn: Distributed Memory-efficient Attention for Long-context LLMs Training☆214Updated last year
- Official implementation for Yuan & Liu & Zhong et al., KV Cache Compression, But What Must We Give in Return? A Comprehensive Benchmark o…☆81Updated 5 months ago
- [ICLR 2025] PEARL: Parallel Speculative Decoding with Adaptive Draft Length☆106Updated 4 months ago
- ☆81Updated 7 months ago
- [ICLR'25] Fast Inference of MoE Models with CPU-GPU Orchestration☆226Updated 9 months ago
- [ICLR 2024] Jaiswal, A., Gan, Z., Du, X., Zhang, B., Wang, Z., & Yang, Y. Compressing llms: The truth is rarely pure and never simple.☆24Updated 4 months ago
- Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference☆42Updated last year
- [CoLM'25] The official implementation of the paper <MoA: Mixture of Sparse Attention for Automatic Large Language Model Compression>☆145Updated last month
- SQUEEZED ATTENTION: Accelerating Long Prompt LLM Inference☆51Updated 9 months ago
- ☆56Updated 8 months ago